This paper examines botnet behavior and provides the basis for the development of an application tool used to investigate the properties of botnets in large-scale networks. Botnets are breaching security and data safety and are used by hackers for initiating various cyber-attacks. Botnet causes various problems such as information search and theft, denial of service attack, sending SPAM e-mail, and so on. The purpose of this paper is to study basic details of security threats that users of Internet are facing from malicious botnets. There is a need to develop effective mechanism for detecting and mitigating the malicious behavior of botnets. This study helps: (i) To understand behavior of bots and Botmaster. (ii) To study botnet topologies,...